$NVDA · Nvidia's GPU power efficiency gains have stalled at incremental levels despite manufacturing improvements

episode briefing

extracted intelligence

Sequoia Capital

Why the Brain Computes 1,000,000x More Efficiently Than A GPU: Unconventional AI's Naveen Rao

now viewing▶ 6:38

Nvidia's GPU power efficiency gains have stalled at incremental levels despite manufacturing improvements

2026-05-06 · 2 company · 3 thematic

sentiment

1 bull0 bear1 neu

speakers

naveen rao

Neuroscientist and computer architect with 30 years experience; PhD in neuroscience; founded one of the first AI chip companies (Nervana, acquired by Intel); ran Mosaic ML (acquired by Databricks); built Databricks' AI platform; now building Unconventional AI to commercialize neuromorphic dynamical computing.

quote

“Nvidia of course has owned that market and continue to push the envelope. But if you look at the power efficiency numbers, actual power efficiency of delivering an FP8 flop for instance, it's not that much better. Costs have gotten better…”

—naveen rao

now playing · $NVDA

$UNCONVENTIONAL-AIbullish· high· posnaveen rao

Naveen Rao's Unconventional AI builds neuromorphic chip prototype in 6 months using dynamical systems

Unconventional AI is developing a non-von Neumann computing architecture based on nonlinear dynamics and oscillatory coupling, achieving 1000x+ energy efficiency gains over GPUs b…

$NVDA···neutral· mediumnaveen rao

Nvidia's GPU power efficiency gains have stalled at incremental levels despite manufacturing improvements

While Nvidia dominates the matrix math accelerator market, the actual energy per flop with memory access has not meaningfully improved — only costs have dropped due to better manu…